Image Classification on CIFAR-100 50% symmetric label noise
79.2Final AccuracyC2D (DivideMix with SimCLR)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| C2D (DivideMix with SimCLR)Architecture=ResNet-502021.03 | 79.2 | 79.54 | |
| C2D (ELR+ with SimCLR)Architecture=ResNet-342021.03 | 76.1 | 76.33 | |
| C2D (DivideMix with SimCLR)Architecture=PreAct ResNet-182021.03 | 76.07 | 76.43 | |
| DivideMixArchitecture=PreAct ResNet-182021.03 | 74.2 | 74.6 | |
| ELR+Architecture=ResNet-342021.03 | 73.6 | — | |
| CE+mixup with SimCLRArchitecture=ResNet-342021.03 | 67.97 | 69.14 | |
| FedSIRalpha=0.5, # Clean Clients=62026.04 | 59.6 | — | |
| FedSIRalpha=2, # Clean Clients=52026.04 | 59.44 | — | |
| FedSIRalpha=0.3, # Clean Clients=72026.04 | 58.94 | — | |
| FedNoRoalpha=2, # Clean Clients=52026.04 | 58.8 | — | |
| FedELCalpha=0.3, # Clean Clients=72026.04 | 58.56 | — | |
| Meta-learningArchitecture=PreAct ResNet-322021.03 | 58 | 59.2 | |
| FedELCalpha=2, # Clean Clients=52026.04 | 57.88 | — | |
| FedELCalpha=0.5, # Clean Clients=62026.04 | 57.86 | — | |
| FedNoRoalpha=0.5, # Clean Clients=62026.04 | 57.74 | — | |
| FedNedalpha=2, # Clean Clients=52026.04 | 57.3 | — | |
| FedProxalpha=0.3, # Clean Clients=72026.04 | 56.89 | — | |
| FedAvgalpha=2, # Clean Clients=52026.04 | 56.77 | — | |
| FedNoRoalpha=0.3, # Clean Clients=72026.04 | 56.74 | — | |
| FedNedalpha=0.3, # Clean Clients=72026.04 | 56.56 | — | |
| FedProxalpha=2, # Clean Clients=52026.04 | 56.51 | — | |
| FedAvgalpha=0.5, # Clean Clients=62026.04 | 56.05 | — | |
| FedNedalpha=0.5, # Clean Clients=62026.04 | 56.04 | — | |
| FedProxalpha=0.5, # Clean Clients=62026.04 | 55.95 | — | |
| FedAvgalpha=0.3, # Clean Clients=72026.04 | 55.93 | — | |
| RoFLalpha=2, # Clean Clients=52026.04 | 53.6 | — | |
| FedCorralpha=2, # Clean Clients=52026.04 | 52.3 | — | |
| FedCorralpha=0.5, # Clean Clients=62026.04 | 50.37 | — | |
| FedCorralpha=0.3, # Clean Clients=72026.04 | 50.23 | — | |
| RoFLalpha=0.5, # Clean Clients=62026.04 | 48.44 | — | |
| FedLSRalpha=2, # Clean Clients=52026.04 | 47.52 | — | |
| FedLSRalpha=0.3, # Clean Clients=72026.04 | 46.6 | — | |
| RoFLalpha=0.3, # Clean Clients=72026.04 | 46.03 | — | |
| FedLSRalpha=0.5, # Clean Clients=62026.04 | 46.02 | — | |
| RHFLalpha=2, # Clean Clients=52026.04 | 26.05 | — | |
| RHFLalpha=0.5, # Clean Clients=62026.04 | 21.08 | — | |
| RHFLalpha=0.3, # Clean Clients=72026.04 | 17.76 | — |